Physics: Liquid Splashes too much
I found the solution:

When the spoon is selected as Fluid/Control there are two parameters which must be changed: 

Attraction strength: with positive value attracts the fluid and with negative repels it.

Velocity strenght: the influence of the  spoon's velocity with the fluid.

Just try configurations until get what you like.